Cohere Embed vs Mixedbread (mxbai)
No clear leader: Mixedbread (mxbai) (73.8) and Cohere Embed (69.1) are within the 5-point margin; treat as a tie. The attribute-by-attribute breakdown below, with a source and date on every value, is the honest way to compare them.
Capabilities
Feature-by-feature on the axes that matter for embeddings apis. “-” means undocumented, not absent.
What each one is
The product in its own terms, so the numbers below have context.
Cohere Embed
An embedding and semantic search service that converts unstructured text and images into numerical vectors, enabling fast similarity search and AI-powered document ranking within your own data environment. Supports 49 languages and can be deployed on your infrastructure or via Cohere's managed cloud.
Mixedbread (mxbai)
A search and retrieval platform that indexes and queries text, images, PDFs, video, and audio across over 100 languages with minimal latency, requiring no infrastructure management or manual embedding configuration.
Pricing
List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.
Mixedbread (mxbai)
From $20/month plus per-token API usage. Free tier available with $5 credits.
- StarterFree
- $5 one-time credits
- 3 workspace users
- 10 stores
- 100 requests/minute
- Community Slack support
- Scale$20/month plus usage-based pricing
- $20/month in included credits
- Unlimited workspace users
- 10,000 stores
- 1,200 queries/min, 360 ingestion/min
- Automatic backups
- +1 more
- EnterpriseContact sales
- Volume-based discounts
- Unlimited stores
- Custom rate limits & SLA
- Automatic backups with point-in-time recovery
- Dedicated support team
Platform & deployment
Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.
Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.